SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Showing 16011610 of 10307 papers

TitleStatusHype
QMamba: On First Exploration of Vision Mamba for Image Quality AssessmentCode0
WMAdapter: Adding WaterMark Control to Latent Diffusion Models0
Strategies for Pretraining Neural OperatorsCode0
Measuring training variability from stochastic optimization using robust nonparametric testing0
Differentially Private Prototypes for Imbalanced Transfer Learning0
PRIBOOT: A New Data-Driven Expert for Improved Driving SimulationsCode0
Indoor Fire and Smoke Detection Using Soft-Voting Based Deep Ensemble ModelCode0
Advancing Roadway Sign Detection with YOLO Models and Transfer Learning0
Unleashing the Power of Transfer Learning Model for Sophisticated Insect Detection: Revolutionizing Insect Classification0
Teaching with Uncertainty: Unleashing the Potential of Knowledge Distillation in Object Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified